15 BEST Data Structures and Algorithms Books (2022 Update)

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An algorithm is a well-defined computational procedure that takes some value as input and generates some value as output. In simple words, it is a sequence of computational steps that converts the input into the output.

Are you interested in learning the Algorithm and Data Structure and looking for some excellent book that will help you skyrocket your Algorithm and data structure expertise? Then you have come to the right place.

Here is a curated list of the best books to learn Algorithm for beginners. These books are highly recommended by Data Structure experts and are helpful for students to grasp the programming fundamentals. These resources will guide you to build your career in this promising field and make you a better Software Developer.
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BEST Algorithm and Data Structures Books: Top Picks DSA Books

Book Title: Author Name: Latest Edition: Publisher: Ratings: Link:
Grokking Algorithms Aditya Bhargava 1st edition Manning Learn More
Data Structures and Algorithms Made Easy Narasimha Karumanchi 5th edition Careermonk Publications Learn More
Introduction to Algorithms Thomas H. Cormen 3rd edition PHI Learning Pvt. Ltd. (Originally MIT Press) Learn More
Algorithms Robert Sedgewick 4th edition Addison Wesley Learn More
Algorithms Unlocked (The MIT Press) Thomas H. Cormen 1st edition The MIT Press Learn More

1) Grokking Algorithms

#1 Top Pick
Grokking Algorithms
4.6

Author Name: Aditya Bhargava

Publisher: Manning

Latest Edition: 1st edition 

No of Pages: 256 pages

Grokking Algorithms is written by Aditya Bhargava. In this tutorial book, you will learn how to apply common algorithms to the practical programming problems you face each day. You can start with tasks like sorting and searching.

It is one of the best book for algorithms that helps you to tackle more complex issues like data compression and artificial intelligence. Each presented example includes helpful diagrams and fully annotated code samples in Python. At the end of this book, you can learn about the applicable algorithms and when to use them.


2) Data Structures and Algorithms Made Easy

#2
Data Structures and Algorithms Made Easy
4.4

Author Name: Narasimha Karumanchi

Publisher: Careermonk Publications

Latest Edition: 5th edition 

No of Pages: 453 pages

Data Structures and Algorithms Made Easy: Data Structures and Algorithmic Puzzles” is a book written by Narasimha Karumanchi.

There are many different solutions for each issue, and the book is coded in C/C++. The book comes handy as an interview and exam guide for computer scientists.

This Algorithm book offers solutions to various complex data structures and algorithmic problems. This reference book also serves as a guide to prepare for interviews, exams, and campus work.


3) Introduction to Algorithms

#3
Introduction to Algorithms
4.1

Author Name: Thomas H. Cormen

Publisher: PHI Learning Pvt. Ltd.

Latest Edition: 3rd edition

No of Pages: 1312 pages

Introduction to Algorithms book includes a wide range of algorithms in depth. Every chapter of this book is relatively self-contained and can be used as a study material. The algorithms are described in this book in English and pseudocode.

The book offers treatment of dynamic programming and greedy algorithms and a new notion of edge-based flow. The learning material also provides many exercises, problems, and solutions.


4) Algorithms

#4
Algorithms
4.6

Author Name: Robert Sedgewick

Publisher: Addison Wesley

Latest Edition: 4th edition

No of Pages: 976 pages

Algorithms is a book written by Robert Sedgewick and Kevin Wayne. This book covers all the most important computer algorithms currently in use.

The book teaches you searching, sorting, graph processing, and string processing. This tutorial book includes algorithms every programmer should know. It is enabling people all around the world to discover new ways of learning and teaching.


5) Algorithms Unlocked (The MIT Press)

#5
Algorithms Unlocked
4.5

Author Name: Thomas H. Cormen

Publisher: The MIT Press

No of Pages: 236 pages

In Algorithms Unlocked is a book written by Thomas Cormen. It provides a general explanation with limited mathematics, of how algorithms enable computers to solve problems.

You will also find simple methods to search for information on a computer. In this book, you will learn the basic principles behind cryptography and the fundamentals of data compression. The book includes many complex problems and its solution in a reasonable amount of time.


6) Algorithms Illuminated: Part 1: The Basics

#6
Algorithms Illuminated
4.7

Author Name: Tim Roughgarden

Publisher: Soundlikeyourself Publishing, LLC

Latest Edition: Illustrated edition

No of Pages: 228 pages

Algorithms Illuminated is a book written by Tim Roughgarden. The book includes solutions to all quizzes and selected problems, and a series of YouTube videos by the author accompanies the book.

Part 1 covers asymptotic analysis and big-O notation, divide-and-conquer algorithms, and the master method, randomized algorithms. The book ends with several famous algorithms for sorting and selection.


7) The Master Algorithm

#7
The Master Algorithm
4.4

Author Name: Pedro Domingos

Publisher: Basic Books

Latest Edition: 1st edition

No of Pages: 352 pages

The Master Algorithm is a book written by Pedro Domingos. The book gives us a peek inside the learning machines that power Google, Amazon, and your smartphone. The book Master Algorithm–and discusses what it will mean for business, science, and society.

The book includes topics like The Machine-Learning Revolution, The Master Algorithm, Learning without a Teacher, etc.


8) The Algorithm Design Manual

#8
The Algorithm Design Manual
4.4

Author Name: Steven S Skiena

Publisher: Springer

Latest Edition: 2nd edition

No of Pages: 230 pages

Algorithm Design Manual is a book written by Steven S S. Skiena. This book now serves as one of the ideal reference books for any algorithm design course. It helps you to maintain your status as the premier practical reference guide to algorithms. This best-selling classic take the “mystery” out of designing algorithms and analyzing their efficiency.


9) Data Structures and Algorithms in Java

#9
Data Structures and Algorithms in Java
4.6

Author Name: Robert Lafore

Publisher: Sams Publishing

Latest Edition: 2nd edition

No of Pages: 800 pages

Data Structures and Algorithms in Java is a book written by Robert Lafore. The book is designed to be easy to read and understand, although the topic itself is complicated.

The book offers clear and simple example programs. You will also get a workshop as a one small demo program executable on a Web browser.

Moreover, the programs demonstrate in this book are in graphical form what data structures look like and how they operate


10) Hello World: Being Human in the Age of Algorithms

#10
Hello World
4.5

Author Name: Hannah Fry

Publisher: W. W. Norton & Company

Latest Edition: Reprint edition

No of Pages: 256 pages

Hello World book is written by Hannah Fry. It is the necessary preparation for the moral difficulties of a world run by code. Hannah Fry takes us on a tour of the good, the bad, and the downright ugly of the algorithms that surround us.


11) Algorithm Design: Pearson New International Edition

#11
Algorithm Design
4.4

Author Name: Jon Kleinberg

Publisher: Pearson

Latest Edition: 1st edition

No of Pages: 832 pages

Algorithm Design is a book written by Jon Kleinberg. The book teaches students a range of design and analysis techniques. This method helps them to solve problems that arise while performing in computing applications.

This algorithm book also explains the design process and the role of algorithms. The book includes topics like Basic of Algorithm Analysis, Divide and Conquer, Dynamic Programming, Network flow, etc.


12) Algorithms

#12
Algorithms
4.3

Author Name: Sanjoy Dasgupta

Publisher: McGraw-Hill Education

Latest Edition: 1st edition

No of Pages: 336 pages


An algorithm is a book written by Sanjoy Dasgupta. The book teaches you the fundamentals of algorithms in a storyline that makes the material enjoyable and easy to digest.

The book emphasis is understanding the mathematical idea behind each algorithm. It helps you to learn this subject intuitively without the need to become unduly formal.

The book includes descriptions of algorithms that are used and excursions for the mathematically sophisticated. This Algorithm book offers a Solutions Manual, which is available on the Online Learning Centre.


13) Problem-Solving with Algorithms and Data Structures Using Python

#13
Problem Solving with Algorithms and Data Structures
4.6

Author Name: Bradley N Miller

Publisher: Franklin Beedle & Assoc

Latest Edition: 2nd edition

No of Pages: 438 pages

Problem-Solving with Algorithms and Data Structures Using Python is written by Bradley N. Mille. It is also about Python, along with the study of algorithms and data structures. It is central to understanding that computer science is all about. Learning computer science is not never about learning any other type of subject matter.

This book is designed us serve as a text for the first course on data structures and algorithms. The book also covers abstract data types and data structures, writing algorithms, and solving problems.


14) Algorithms in a Nutshell: A Practical Guide

#14
Algorithms in a Nutshell
4.3

Author Name: George Heineman

Publisher: O′Reilly

Latest Edition: 2nd edition

No of Pages: 390 pages

Algorithms, in a Nutshell, is a book written by George T. Heineman. The book helps you to create robust software that requires the use of efficient algorithms. However, programmers often think about them until a problem occurs. This book includes a large number of existing algorithms for solving a variety of issues.

The book helps you select and implement the right algorithm for your need with just enough math. It allows you to understand and analyze algorithm performance.

FAQ:

🏅 What is an Algorithm?

An Algorithm is a set of well-defined instructions designed to perform a specific set of tasks. Algorithms are used in Computer science to perform calculations, automatic reasoning, data processing, computations, and problem-solving.

📚 Which are the best data structure and algorithms books?

Following are some of the best book for data structures and algorithms

🚀 What is data structure?

Data structure refers to the way data is organized and manipulated. It seeks to find ways to make data access more efficient. When dealing with the data structure, we not only focus on one piece of data but the different set of data and how they can relate to one another in an organized manner.